{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**作者**：Gaël Varoquaux\n",
    "\n",
    "---\n",
    "\n",
    "这篇教程探索了更好的理解代码基础、寻找并修复bug的工具。\n",
    "\n",
    "这部分内容并不是特别针对于科学Python社区，但是我们将要采用的策略是专门针对科学计算量身定制的。\n",
    "\n",
    "---\n",
    "**先决条件**\n",
    "\n",
    "- Numpy\n",
    "- IPython\n",
    "- nosetests (http://readthedocs.org/docs/nose/en/latest/)\n",
    "- pyflakes (http://pypi.python.org/pypi/pyflakes)\n",
    "- gdb对C-debugging部分。\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "---\n",
    "**章节内容**\n",
    "- 避免bugs\n",
    "    - 避免麻烦的最佳代码实践\n",
    "    - pyflakes：快速静态分析\n",
    "        - 在当前编辑的文件上运行pyflakes\n",
    "        - 随着打字进行的拼写检查器整合\n",
    "- 查错工作流\n",
    "- 使用Python除错器\n",
    "    - 激活除错器\n",
    "        - 事后剖析\n",
    "        - 逐步执行\n",
    "        - 启动除错器的其他方式\n",
    "    - 除错器命令与交互\n",
    "        - 在除错器中获得帮助\n",
    "- 使用gdb排除代码段的错误\n",
    "\n",
    "---\n",
    "\n",
    "## 2.3.1 避免bugs\n",
    "\n",
    "### 2.3.1.1 避免麻烦的最佳代码实践\n",
    "\n",
    "---\n",
    "**Brian Kernighan**\n",
    "\n",
    "“每个人都知道除错比从零开始写一个程序难两倍。因此，如果当你写程序时足够聪明，为什么你不对它进行除错呢？”\n",
    "\n",
    "---\n",
    "\n",
    "- 我都会写出有错误的代码。接收这些代码。处理这些代码。\n",
    "- 写代码时记得测试和除错。\n",
    "- 保持简单和直接（KISS）。\n",
    "    - 能起作用的最简单的事是什么？\n",
    "- 不要重复自身（DRY）。\n",
    "    - 每一个知识碎片都必须在系统中有一个清晰、权威的表征\n",
    "    - 变量、算法等等  \n",
    "- 试着限制代码的依赖。（松耦合）\n",
    "- 给变量、函数和模块有意义的名字（而不是数学名字）\n",
    "\n",
    "### 2.3.1.2 pyflakes：快速静态分析\n",
    "\n",
    "在Python中有一些静态分析；举几个例子：\n",
    "- [pylint](http://www.logilab.org/857)\n",
    "- [pychecker](http://pychecker.sourceforge.net/)\n",
    "- [pyflakes](http://pypi.python.org/pypi/pyflakes)\n",
    "- [pep8](http://pypi.python.org/pypi/pep8)\n",
    "- [flake8](http://pypi.python.org/pypi/flake8)\n",
    "\n",
    "这里我们关注`pyflakes`，它是最简单的工具。\n",
    "- **快速**、**简单**\n",
    "- 识别语法错误、没有imports、名字打印打错。\n",
    "\n",
    "另一个好的推荐是`flake8`工具，是pyflakes和pep8。因此，除了pyflakes捕捉错误类型外，flake8也可以察觉对[PEP8](http://www.python.org/dev/peps/pep-0008/)风格指南建议的违背。\n",
    "\n",
    "强烈推荐在你的编辑器或IDE整合pyflakes (或 flake8)，**确实可以产出生产力的收益**。\n",
    "\n",
    "#### 2.3.1.2.1 在当前编辑文件上运行pyflakes\n",
    "\n",
    "你可以在当前缓存器中绑定一个键来运行pyflakes。\n",
    "- **在kate中**\n",
    "    - 菜单：设定 -> 配置 kate\n",
    "    - 在插件中启用“外部”\n",
    "    - 在外部工具，添加pyflakes："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kdialog --title \"pyflakes %filename\" --msgbox \"$(pyflakes %filename)\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **在TextMate中**\n",
    "    - 菜单: TextMate -> 偏好 -> 高级 -> Shell变量，添加shell变量:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TM_PYCHECKER=/Library/Frameworks/Python.framework/Versions/Current/bin/pyflakes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    - 然后 Ctrl-Shift-V 被绑定到pyflakes报告"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **在vim中**\n",
    "    - 在你的vimrc中 (将F5绑定到pyflakes):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "autocmd FileType python let &mp = 'echo \"*** running % ***\" ; pyflakes %'\n",
    "autocmd FileType tex,mp,rst,python imap <Esc>[15~ <C-O>:make!^M\n",
    "autocmd FileType tex,mp,rst,python map  <Esc>[15~ :make!^M\n",
    "autocmd FileType tex,mp,rst,python set autowrite"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **在emacs中**\n",
    "    - 在你的emacs中 (将F5绑定到pyflakes):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "(defun pyflakes-thisfile () (interactive)\n",
    "       (compile (format \"pyflakes %s\" (buffer-file-name)))\n",
    ")\n",
    "\n",
    "(define-minor-mode pyflakes-mode\n",
    "    \"Toggle pyflakes mode.\n",
    "    With no argument, this command toggles the mode.\n",
    "    Non-null prefix argument turns on the mode.\n",
    "    Null prefix argument turns off the mode.\"\n",
    "    ;; The initial value.\n",
    "    nil\n",
    "    ;; The indicator for the mode line.\n",
    "    \" Pyflakes\"\n",
    "    ;; The minor mode bindings.\n",
    "    '( ([f5] . pyflakes-thisfile) )\n",
    ")\n",
    "\n",
    "(add-hook 'python-mode-hook (lambda () (pyflakes-mode t)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####2.3.1.2.2 随着打字进行的拼写检查器整合\n",
    "\n",
    "- **在vim中**\n",
    "    - 使用pyflakes.vim插件:\n",
    "        1. 从http://www.vim.org/scripts/script.php?script_id=2441 下载zip文件\n",
    "        2. 将文件提取到~/.vim/ftplugin/python\n",
    "        3. 确保你的vimrc的filetype插件的缩进是开启的\n",
    "    ![](http://scipy-lectures.github.io/_images/vim_pyflakes.png)\n",
    "    - 或者: 使用syntastic插件。这个插件也可以设置为使用flake8，处理实时检查许多其他语言。\n",
    "    ![](http://scipy-lectures.github.io/_images/vim_syntastic.png)\n",
    "    \n",
    "- **在emacs中**\n",
    "    - 使用flymake模式以及pyflakes, 文档在http://www.plope.com/Members/chrism/flymake-mode : 在你的.emacs文件中添加下来代码:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "(when (load \"flymake\" t)\n",
    "        (defun flymake-pyflakes-init ()\n",
    "        (let* ((temp-file (flymake-init-create-temp-buffer-copy\n",
    "                            'flymake-create-temp-inplace))\n",
    "            (local-file (file-relative-name\n",
    "                        temp-file\n",
    "                        (file-name-directory buffer-file-name))))\n",
    "            (list \"pyflakes\" (list local-file))))\n",
    "\n",
    "        (add-to-list 'flymake-allowed-file-name-masks\n",
    "                '(\"\\\\.py\\\\'\" flymake-pyflakes-init)))\n",
    "\n",
    "(add-hook 'find-file-hook 'flymake-find-file-hook)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3.2 除错工作流\n",
    "\n",
    "如果你确实有一个非无关紧要的bug，这个时候就是除错策略该介入的时候。没有银子弹。但是，策略会有帮助：\n",
    "    \n",
    "    对于给定问题的除错，最合适的情况是当问题被隔离在几行代码的时候，外面是框架或应用代码，有较短的修改-运行-失败循环。\n",
    "\n",
    "1. 让它可以可靠的失败。找到一个测试案例，可以让代码每次都失败。\n",
    "2. 分而治之。一旦你有一个测试案例，隔离错误的代码。\n",
    "    - 哪个模块。\n",
    "    - 哪个函数。\n",
    "    - 哪行代码。\n",
    "    \n",
    "    =>隔离小的可重复错误：测试案例\n",
    "3. 每次只改变一个事情并且重新运行失败的测试案例。\n",
    "4. 使用除错器来理解哪里出错了。\n",
    "5. 耐心的记笔记。可能会花一些时间。\n",
    "\n",
    "    **笔记**：一旦你遵从了这个流程：隔离一段可以重现bug的紧密代码段，并且用这段代码来修复bug，添加对应代码到你的测试套装。\n",
    "\n",
    "## 2.3.3 使用Python除错器\n",
    "\n",
    "python除错器，pdb: http://docs.python.org/library/pdb.html, 允许你交互的检查代码。\n",
    "\n",
    "具体来说，它允许你：\n",
    "- 查看源代码。\n",
    "- 在调用栈上下游走。\n",
    "- 检查变量值。\n",
    "- 修改变量值。\n",
    "- 设置断点。\n",
    "\n",
    "---\n",
    "**print**\n",
    "是的，print语句确实可以作为除错工具。但是，要检查运行时间，使用除错器通常更加高效。\n",
    "\n",
    "--\n",
    "\n",
    "### 2.3.3.1 激活除错器\n",
    "\n",
    "启动除错器的方式:\n",
    "1. 事后剖析，在模块错误后启动除错器。\n",
    "2. 用除错器启动模块。\n",
    "3. 在模块中调用除错器。\n",
    "\n",
    "#### 2.3.3.1.1 事后剖析\n",
    "\n",
    "**情景**: 你在IPython中工作时，你的到了一个traceback。\n",
    "\n",
    "这里我们除错文件[index_error.py](http://scipy-lectures.github.io/_downloads/index_error.py)。当运行它时，抛出`IndexError`。输入`%debug`进入除错器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/Users/cloga/Documents/scipy-lecture-notes_cn/index_error.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'__main__'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     \u001b[0mindex_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/cloga/Documents/scipy-lecture-notes_cn/index_error.py\u001b[0m in \u001b[0;36mindex_error\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mindex_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mlst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'foobar'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0;32mprint\u001b[0m \u001b[0mlst\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'__main__'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "%run index_error.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> \u001b[0;32m/Users/cloga/Documents/scipy-lecture-notes_cn/index_error.py\u001b[0m(5)\u001b[0;36mindex_error\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m      4 \u001b[0;31m    \u001b[0mlst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'foobar'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0m\u001b[0;32m----> 5 \u001b[0;31m    \u001b[0;32mprint\u001b[0m \u001b[0mlst\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0m\u001b[0;32m      6 \u001b[0;31m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0m\n",
      "ipdb> list\n",
      "\u001b[1;32m      1 \u001b[0m\u001b[0;34m\"\"\"Small snippet to raise an IndexError.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      2 \u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      3 \u001b[0m\u001b[0;32mdef\u001b[0m \u001b[0mindex_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      4 \u001b[0m    \u001b[0mlst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'foobar'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m----> 5 \u001b[0;31m    \u001b[0;32mprint\u001b[0m \u001b[0mlst\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0m\u001b[1;32m      6 \u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      7 \u001b[0m\u001b[0;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'__main__'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      8 \u001b[0m    \u001b[0mindex_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m      9 \u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\n",
      "ipdb> len(lst)\n",
      "6\n",
      "ipdb> print lst[len(lst)-1]\n",
      "r\n",
      "ipdb> quit\n"
     ]
    }
   ],
   "source": [
    "%debug"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**不用IPthon的事后剖析除错**\n",
    "\n",
    "在一些情况下，你不可以使用IPython，例如除错一个想到从命令行调用的脚本。在这个情况下，你可以用`python -m pdb script.py`调用脚本：\n",
    "\n",
    "```\n",
    "$ python -m pdb index_error.py\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/index_error.py(1)<module>()\n",
    "-> \"\"\"Small snippet to raise an IndexError.\"\"\"\n",
    "(Pdb) continue\n",
    "Traceback (most recent call last):\n",
    "File \"/usr/lib/python2.6/pdb.py\", line 1296, in main\n",
    "    pdb._runscript(mainpyfile)\n",
    "File \"/usr/lib/python2.6/pdb.py\", line 1215, in _runscript\n",
    "    self.run(statement)\n",
    "File \"/usr/lib/python2.6/bdb.py\", line 372, in run\n",
    "    exec cmd in globals, locals\n",
    "File \"<string>\", line 1, in <module>\n",
    "File \"index_error.py\", line 8, in <module>\n",
    "    index_error()\n",
    "File \"index_error.py\", line 5, in index_error\n",
    "    print lst[len(lst)]\n",
    "IndexError: list index out of range\n",
    "Uncaught exception. Entering post mortem debugging\n",
    "Running 'cont' or 'step' will restart the program\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/index_error.py(5)index_error()\n",
    "-> print lst[len(lst)]\n",
    "(Pdb)\n",
    "```\n",
    "\n",
    "---\n",
    "\n",
    "#### 2.3.3.1.2 逐步执行\n",
    "\n",
    "**情景**：你相信模块中存在bug，但是你不知道在哪。\n",
    "\n",
    "例如我们想要除错[wiener_filtering.py](http://scipy-lectures.github.io/_downloads/wiener_filtering.py)。代码确实可以运行，但是，过滤不起作用。\n",
    "\n",
    "- 在IPython用`%run -d wiener_filtering.p`来运行这个脚本：\n",
    "\n",
    "```\n",
    "In [1]: %run -d wiener_filtering.py\n",
    "*** Blank or comment\n",
    "*** Blank or comment\n",
    "*** Blank or comment\n",
    "Breakpoint 1 at /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py:4\n",
    "NOTE: Enter 'c' at the ipdb>  prompt to start your script.\n",
    "> <string>(1)<module>()\n",
    "```\n",
    "\n",
    "- 用`b 34`在34行设置一个断点:\n",
    "\n",
    "```\n",
    "ipdb> n\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py(4)<module>()\n",
    "      3\n",
    "1---> 4 import numpy as np\n",
    "      5 import scipy as sp\n",
    "\n",
    "ipdb> b 34\n",
    "Breakpoint 2 at /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py:34\n",
    "```\n",
    "\n",
    "- 用`c(ont(inue))`继续运行到下一个断点:\n",
    "\n",
    "```\n",
    "ipdb> c\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py(34)iterated_wiener()\n",
    "     33     \"\"\"\n",
    "2--> 34     noisy_img = noisy_img\n",
    "     35     denoised_img = local_mean(noisy_img, size=size)\n",
    "```\n",
    "\n",
    "- 用`n(ext)`和`s(tep)`在代码中步进：`next`在当前运行的背景下跳跃到下一个语句，而`step`将跨过执行的背景，即可以检查内部函数调用：\n",
    "\n",
    "```\n",
    "ipdb> s\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py(35)iterated_wiener()\n",
    "2    34     noisy_img = noisy_img\n",
    "---> 35     denoised_img = local_mean(noisy_img, size=size)\n",
    "     36     l_var = local_var(noisy_img, size=size)\n",
    "\n",
    "ipdb> n\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py(36)iterated_wiener()\n",
    "     35     denoised_img = local_mean(noisy_img, size=size)\n",
    "---> 36     l_var = local_var(noisy_img, size=size)\n",
    "     37     for i in range(3):\n",
    "```\n",
    "\n",
    "- 跨过一些行，并且检查本地变量：\n",
    "\n",
    "```\n",
    "ipdb> n\n",
    "> /home/varoquau/dev/scipy-lecture-notes/advanced/debugging_optimizing/wiener_filtering.py(37)iterated_wiener()\n",
    "     36     l_var = local_var(noisy_img, size=size)\n",
    "---> 37     for i in range(3):\n",
    "     38         res = noisy_img - denoised_img\n",
    "ipdb> print l_var\n",
    "[[5868 5379 5316 ..., 5071 4799 5149]\n",
    " [5013  363  437 ...,  346  262 4355]\n",
    " [5379  410  344 ...,  392  604 3377]\n",
    " ...,\n",
    " [ 435  362  308 ...,  275  198 1632]\n",
    " [ 548  392  290 ...,  248  263 1653]\n",
    " [ 466  789  736 ..., 1835 1725 1940]]\n",
    "ipdb> print l_var.min()\n",
    "0\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "哦，天啊，只有整合和0的变体。这就是我们的Bug，我们正在做整数算术。\n",
    "\n",
    "---\n",
    "\n",
    "**在数字错误上抛出异常**\n",
    "\n",
    "当我们运行`wiener_filtering.py`文件时，将抛出下列警告："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "wiener_filtering.py:40: RuntimeWarning: divide by zero encountered in divide\n",
      "  noise_level = (1 - noise/l_var )\n"
     ]
    },
    {
     "data": {
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LuPn5fN7WmGYhAHwMDql0RggCAONQExrhphJDu1YJAeY7iN+xZGRJ8DDYH7JU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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d375e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lhMpQc7mcZCmRSIRer4ff75cDMh6PE4/HJVsKBoNYLBZ+7/d+j3A4jNls5qOPPmJ3dxeb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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cdbcf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lhMpQc7mcZCmRSIRer4ff75cDMh6PE4/HJVsKBoNYLBZ+7/d+j3A4jNls5qOPPmJ3dxeb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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d180490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run wiener_filtering.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以将这些警告变成异常，这使我们可以做事后剖析对他们进行查错，更快的找到我们的问题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'divide': 'warn', 'invalid': 'warn', 'over': 'warn', 'under': 'ignore'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.seterr(all='raise')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "FloatingPointError",
     "evalue": "divide by zero encountered in divide",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFloatingPointError\u001b[0m                        Traceback (most recent call last)",
      "\u001b[0;32m/Users/cloga/Documents/scipy-lecture-notes_cn/wiener_filtering.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnoisy_lena\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcut\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 57\u001b[0;31m \u001b[0mdenoised_lena\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miterated_wiener\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnoisy_lena\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     58\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdenoised_lena\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcut\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/cloga/Documents/scipy-lecture-notes_cn/wiener_filtering.py\u001b[0m in \u001b[0;36miterated_wiener\u001b[0;34m(noisy_img, size)\u001b[0m\n\u001b[1;32m     38\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnoisy_img\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mdenoised_img\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m         \u001b[0mnoise\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 40\u001b[0;31m         \u001b[0mnoise_level\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mnoise\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0ml_var\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     41\u001b[0m         \u001b[0mnoise_level\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnoise_level\u001b[0m\u001b[0;34m<\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     42\u001b[0m         \u001b[0mdenoised_img\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mnoise_level\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFloatingPointError\u001b[0m: divide by zero encountered in divide"
     ]
    }
   ],
   "source": [
    "%run wiener_filtering.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3.3.1.3 启动除错器的其他的方式\n",
    "\n",
    "- 人为设置断点抛出异常\n",
    "    \n",
    "    如果你发现记录行数设置断点很枯燥，那么你也可以直接在你想要检查的位置抛出异常然后使用IPython的`%debug`。注意这种情况下，你无法步进或继续这个异常。\n",
    "\n",
    "- 用nosetests除错测试失败\n",
    "    \n",
    "    你可以运行`nosetests --pdb`来进入异常除错的事后剖析，运行`nosetests --pdb-failure`来用除错器检查失败的测试。\n",
    "    \n",
    "    此外，你可以通过安装nose插件[ipdbplugin](http://pypi.python.org/pypi/ipdbplugin)来在nose中为除错器使用Ipython界面。然后为nosetest传递`--ipdb`和`--ipdb-failure`选项。\n",
    "\n",
    "- 显性的调用除错器\n",
    "\n",
    "    在你想要进入除错器的地方插入下列几行："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pdb; pdb.set_trace()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**警告**：当运行nosetests时, 会抓取输出，因此会感觉除错器没起作用。只要运行nosetests用-s标记。\n",
    "\n",
    "---\n",
    "\n",
    "---\n",
    "\n",
    "**图形化除错器和其他除错器**\n",
    "\n",
    "- 对于在代码中步进和检查变量，你会发现用图形化除错器比如[winpdb](http://winpdb.org/)，\n",
    "- 或者，[pudb](http://pypi.python.org/pypi/pudb)是优秀的半图形除错器，在控制台带有文字用户界面。\n",
    "- 同时，[pydbgr]项目可能也是值得一看的。\n",
    "\n",
    "### 2.3.3.2 除错器命令和交互\n",
    "\n",
    "|   |   |\n",
    "|---|---|\n",
    "|l(list)|列出当前位置的代码|\n",
    "|u(p)|在调用栈上向上走|\n",
    "|d(own)|在调用栈上向下走|\n",
    "|n(ext)|执行下一行代码(并不会进入新函数)|\n",
    "|s(tep)|执行下一个语句(并不会进入新函数)|\n",
    "|bt|打印调用栈|\n",
    "|a|打印本地函数|\n",
    "|!command|执行给到的Python命令(与pdb命令相对)|\n",
    "\n",
    "---\n",
    "\n",
    "**警告：除错器命令不是Python代码**\n",
    "\n",
    "你不能以想要的方式命名变量。例如，如果你无法在当前的框架下用相同的名字覆盖变量：**用不同的名字，然后在除错器中输入代码时使用本地变量**。\n",
    "\n",
    "####2.3.3.2.1 在除错器中获得帮助\n",
    "\n",
    "输入`h`或者`help`来进入交互帮助："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--Call--\n",
      "> /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/IPython/core/displayhook.py(222)__call__()\n",
      "-> def __call__(self, result=None):\n",
      "(Pdb) help\n",
      "\n",
      "Documented commands (type help <topic>):\n",
      "========================================\n",
      "EOF    bt         cont      enable  jump  pp       run      unt   \n",
      "a      c          continue  exit    l     q        s        until \n",
      "alias  cl         d         h       list  quit     step     up    \n",
      "args   clear      debug     help    n     r        tbreak   w     \n",
      "b      commands   disable   ignore  next  restart  u        whatis\n",
      "break  condition  down      j       p     return   unalias  where \n",
      "\n",
      "Miscellaneous help topics:\n",
      "==========================\n",
      "exec  pdb\n",
      "\n",
      "Undocumented commands:\n",
      "======================\n",
      "retval  rv\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pdb; pdb.set_trace()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3.4 用gdb除错段错误（segmentation faults）\n",
    "\n",
    "如果有段错误，你不可以用pdb对它进行除错，因为在进入除错器之前，它会让Python解释器崩溃。同样的，如果在嵌入Python的C代码中有一个bug，pdb也是没用的。对于这种情况，我们可以转用gnu除错器，[gdb](http://www.gnu.org/s/gdb/)，在Linux可用。\n",
    "\n",
    "在我们开始使用gdb之前，让我们为它添加一些Python专有的工具。对于这个情况我们可以添加一些宏到我们的`~/.gbdinit`。宏的最优的选择取决于你的Python版本和gdb版本。我在[gdbint](http://scipy-lectures.github.io/_downloads/gdbinit)添加了一个简单的版本，但是别客气读一下[DebuggingWithGdb](http://wiki.python.org/moin/DebuggingWithGdb)。\n",
    "\n",
    "要用gdb来除错Python脚本[segfault.py](http://scipy-lectures.github.io/_downloads/segfault.py), 我们可以想如下这样在gdb中运行这个脚本\n",
    "\n",
    "```\n",
    "$ gdb python\n",
    "...\n",
    "(gdb) run segfault.py\n",
    "Starting program: /usr/bin/python segfault.py\n",
    "[Thread debugging using libthread_db enabled]\n",
    "\n",
    "Program received signal SIGSEGV, Segmentation fault.\n",
    "_strided_byte_copy (dst=0x8537478 \"\\360\\343G\", outstrides=4, src=\n",
    "    0x86c0690 <Address 0x86c0690 out of bounds>, instrides=32, N=3,\n",
    "    elsize=4)\n",
    "        at numpy/core/src/multiarray/ctors.c:365\n",
    "365            _FAST_MOVE(Int32);\n",
    "(gdb)\n",
    "```\n",
    "\n",
    "我们得到了一个segfault, gdb捕捉到它在C级栈（并不是Python调用栈）中进行事后剖析除错。我们可以用gdb的命令来对C调用栈进行除错：\n",
    "\n",
    "```\n",
    "(gdb) up\n",
    "#1  0x004af4f5 in _copy_from_same_shape (dest=<value optimized out>,\n",
    "    src=<value optimized out>, myfunc=0x496780 <_strided_byte_copy>,\n",
    "    swap=0)\n",
    "at numpy/core/src/multiarray/ctors.c:748\n",
    "748         myfunc(dit->dataptr, dest->strides[maxaxis],\n",
    "```\n",
    "\n",
    "如你所见，现在，我们numpy的C代码中。我们想要知道哪个Python代码触发了这个segfault，因此，在栈上向上搜寻，直到我们达到Python执行循环：\n",
    "\n",
    "```\n",
    "(gdb) up\n",
    "#8  0x080ddd23 in call_function (f=\n",
    "    Frame 0x85371ec, for file /home/varoquau/usr/lib/python2.6/site-packages/numpy/core/arrayprint.py, line 156, in _leading_trailing (a=<numpy.ndarray at remote 0x85371b0>, _nc=<module at remote 0xb7f93a64>), throwflag=0)\n",
    "    at ../Python/ceval.c:3750\n",
    "3750    ../Python/ceval.c: No such file or directory.\n",
    "        in ../Python/ceval.c\n",
    "\n",
    "(gdb) up\n",
    "#9  PyEval_EvalFrameEx (f=\n",
    "    Frame 0x85371ec, for file /home/varoquau/usr/lib/python2.6/site-packages/numpy/core/arrayprint.py, line 156, in _leading_trailing (a=<numpy.ndarray at remote 0x85371b0>, _nc=<module at remote 0xb7f93a64>), throwflag=0)\n",
    "    at ../Python/ceval.c:2412\n",
    "2412    in ../Python/ceval.c\n",
    "(gdb)\n",
    "```\n",
    "\n",
    "一旦我们进入了Python执行循环，我们可以使用特殊的Python帮助函数。例如我们可以找到对应的Python代码：\n",
    "\n",
    "```\n",
    "(gdb) pyframe\n",
    "/home/varoquau/usr/lib/python2.6/site-packages/numpy/core/arrayprint.py (158): _leading_trailing\n",
    "(gdb)\n",
    "```\n",
    "\n",
    "这是numpy代码，我们需要向上走直到找到我们写的代码：\n",
    "\n",
    "```\n",
    "(gdb) up\n",
    "...\n",
    "(gdb) up\n",
    "#34 0x080dc97a in PyEval_EvalFrameEx (f=\n",
    "    Frame 0x82f064c, for file segfault.py, line 11, in print_big_array (small_array=<numpy.ndarray at remote 0x853ecf0>, big_array=<numpy.ndarray at remote 0x853ed20>), throwflag=0) at ../Python/ceval.c:1630\n",
    "1630    ../Python/ceval.c: No such file or directory.\n",
    "        in ../Python/ceval.c\n",
    "(gdb) pyframe\n",
    "segfault.py (12): print_big_array\n",
    "```\n",
    "\n",
    "对应代码是："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_big_array(small_array):\n",
    "    big_array = stride_tricks.as_strided(small_array,\n",
    "                                         shape=(2e6, 2e6), strides=(32, 32))\n",
    "    return big_array\n",
    "\n",
    "def print_big_array(small_array):\n",
    "    big_array = make_big_array(small_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这样segfault在打印`big_array[-10:]`时发生。原因非常简单，`big_array`被分配到程序内存以外。\n",
    "\n",
    "---\n",
    "**笔记：**对于在`gdbinit`中定义的Python特有命令，读一下这个文件的源代码。\n",
    "\n",
    "---\n",
    "\n",
    "---\n",
    "\n",
    "**总结练习**\n",
    "\n",
    "下面的脚本是详细而清晰的。它想要回答一个实际的有趣数值计算，但是，它并不起作用...你可以为它除错吗？\n",
    "\n",
    "Python源代码：[to_debug.py](http://scipy-lectures.github.io/_downloads/to_debug.py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "\"\"\"\n",
    "A script to compare different root-finding algorithms.\n",
    "\n",
    "This version of the script is buggy and does not execute. It is your task\n",
    "to find an fix these bugs.\n",
    "\n",
    "The output of the script sould look like:\n",
    "\n",
    "    Benching 1D root-finder optimizers from scipy.optimize:\n",
    "                brenth:   604678 total function calls\n",
    "                brentq:   594454 total function calls\n",
    "                ridder:   778394 total function calls\n",
    "                bisect:  2148380 total function calls\n",
    "\"\"\"\n",
    "from itertools import product\n",
    "\n",
    "import numpy as np\n",
    "from scipy import optimize\n",
    "\n",
    "FUNCTIONS = (np.tan,  # Dilating map\n",
    "             np.tanh, # Contracting map\n",
    "             lambda x: x**3 + 1e-4*x, # Almost null gradient at the root\n",
    "             lambda x: x+np.sin(2*x), # Non monotonous function\n",
    "             lambda x: 1.1*x+np.sin(4*x), # Fonction with several local maxima\n",
    "            )\n",
    "\n",
    "OPTIMIZERS = (optimize.brenth, optimize.brentq, optimize.ridder,\n",
    "              optimize.bisect)\n",
    "\n",
    "\n",
    "def apply_optimizer(optimizer, func, a, b):\n",
    "    \"\"\" Return the number of function calls given an root-finding optimizer, \n",
    "        a function and upper and lower bounds.\n",
    "    \"\"\"\n",
    "    return optimizer(func, a, b, full_output=True)[1].function_calls,\n",
    "\n",
    "\n",
    "def bench_optimizer(optimizer, param_grid):\n",
    "    \"\"\" Find roots for all the functions, and upper and lower bounds\n",
    "        given and return the total number of function calls.\n",
    "    \"\"\"\n",
    "    return sum(apply_optimizer(optimizer, func, a, b)\n",
    "               for func, a, b in param_grid)\n",
    "\n",
    "\n",
    "def compare_optimizers(optimizers):\n",
    "    \"\"\" Compare all the optimizers given on a grid of a few different\n",
    "        functions all admitting a signle root in zero and a upper and\n",
    "        lower bounds.\n",
    "    \"\"\"\n",
    "    random_a = -1.3 + np.random.random(size=100)\n",
    "    random_b =   .3 + np.random.random(size=100)\n",
    "    param_grid = product(FUNCTIONS, random_a, random_b)\n",
    "    print \"Benching 1D root-finder optimizers from scipy.optimize:\"\n",
    "    for optimizer in OPTIMIZERS:\n",
    "        print '% 20s: % 8i total function calls' % (\n",
    "                    optimizer.__name__, \n",
    "                    bench_optimizer(optimizer, param_grid)\n",
    "                )\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    compare_optimizers(OPTIMIZERS)"
   ]
  }
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